Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 105 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 13.2 KiB |
| Average record size in memory | 129.2 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 1 |
Unnamed: 0 is highly correlated with ID | High correlation |
ID is highly correlated with Unnamed: 0 | High correlation |
CRIM is highly correlated with ZN and 10 other fields | High correlation |
ZN is highly correlated with CRIM and 5 other fields | High correlation |
INDUS is highly correlated with CRIM and 7 other fields | High correlation |
NOX is highly correlated with CRIM and 8 other fields | High correlation |
RM is highly correlated with LSTAT and 1 other fields | High correlation |
AGE is highly correlated with CRIM and 7 other fields | High correlation |
DIS is highly correlated with CRIM and 7 other fields | High correlation |
RAD is highly correlated with CRIM and 2 other fields | High correlation |
TAX is highly correlated with CRIM and 9 other fields | High correlation |
PTRATIO is highly correlated with CRIM and 3 other fields | High correlation |
B is highly correlated with CRIM and 1 other fields | High correlation |
LSTAT is highly correlated with CRIM and 8 other fields | High correlation |
MEDV Predicted by linear model is highly correlated with CRIM and 9 other fields | High correlation |
Unnamed: 0 is highly correlated with ID | High correlation |
ID is highly correlated with Unnamed: 0 | High correlation |
CRIM is highly correlated with RAD and 4 other fields | High correlation |
ZN is highly correlated with INDUS and 4 other fields | High correlation |
INDUS is highly correlated with ZN and 7 other fields | High correlation |
NOX is highly correlated with ZN and 6 other fields | High correlation |
RM is highly correlated with LSTAT and 1 other fields | High correlation |
AGE is highly correlated with ZN and 6 other fields | High correlation |
DIS is highly correlated with ZN and 5 other fields | High correlation |
RAD is highly correlated with CRIM and 6 other fields | High correlation |
TAX is highly correlated with CRIM and 8 other fields | High correlation |
PTRATIO is highly correlated with MEDV Predicted by linear model | High correlation |
B is highly correlated with CRIM and 2 other fields | High correlation |
LSTAT is highly correlated with CRIM and 5 other fields | High correlation |
MEDV Predicted by linear model is highly correlated with CRIM and 9 other fields | High correlation |
Unnamed: 0 is highly correlated with ID | High correlation |
ID is highly correlated with Unnamed: 0 | High correlation |
CRIM is highly correlated with ZN and 4 other fields | High correlation |
ZN is highly correlated with CRIM and 3 other fields | High correlation |
INDUS is highly correlated with ZN and 4 other fields | High correlation |
NOX is highly correlated with CRIM and 5 other fields | High correlation |
RM is highly correlated with MEDV Predicted by linear model | High correlation |
AGE is highly correlated with INDUS and 2 other fields | High correlation |
DIS is highly correlated with CRIM and 4 other fields | High correlation |
RAD is highly correlated with CRIM and 1 other fields | High correlation |
TAX is highly correlated with CRIM and 3 other fields | High correlation |
PTRATIO is highly correlated with MEDV Predicted by linear model | High correlation |
LSTAT is highly correlated with MEDV Predicted by linear model | High correlation |
MEDV Predicted by linear model is highly correlated with RM and 2 other fields | High correlation |
Unnamed: 0 is highly correlated with ID | High correlation |
ID is highly correlated with Unnamed: 0 | High correlation |
CRIM is highly correlated with NOX and 6 other fields | High correlation |
ZN is highly correlated with INDUS and 6 other fields | High correlation |
INDUS is highly correlated with ZN and 6 other fields | High correlation |
NOX is highly correlated with CRIM and 7 other fields | High correlation |
RM is highly correlated with CRIM and 4 other fields | High correlation |
AGE is highly correlated with ZN and 5 other fields | High correlation |
DIS is highly correlated with ZN and 6 other fields | High correlation |
RAD is highly correlated with CRIM and 8 other fields | High correlation |
TAX is highly correlated with CRIM and 6 other fields | High correlation |
PTRATIO is highly correlated with ZN and 7 other fields | High correlation |
B is highly correlated with CRIM and 3 other fields | High correlation |
LSTAT is highly correlated with CRIM and 4 other fields | High correlation |
MEDV Predicted by linear model is highly correlated with CRIM and 5 other fields | High correlation |
Unnamed: 0 is uniformly distributed | Uniform |
ID is uniformly distributed | Uniform |
Unnamed: 0 has unique values | Unique |
ID has unique values | Unique |
CRIM has unique values | Unique |
MEDV Predicted by linear model has unique values | Unique |
ZN has 76 (72.4%) zeros | Zeros |
Reproduction
| Analysis started | 2021-12-08 11:18:50.761766 |
|---|---|
| Analysis finished | 2021-12-08 11:19:26.123589 |
| Duration | 35.36 seconds |
| Software version | pandas-profiling v3.1.1 |
| Download configuration | config.json |
Unnamed: 0
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIFORMUNIQUE| Distinct | 105 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52 |
| Minimum | 0 |
|---|---|
| Maximum | 104 |
| Zeros | 1 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.2 |
| Q1 | 26 |
| median | 52 |
| Q3 | 78 |
| 95-th percentile | 98.8 |
| Maximum | 104 |
| Range | 104 |
| Interquartile range (IQR) | 52 |
Descriptive statistics
| Standard deviation | 30.45488467 |
|---|---|
| Coefficient of variation (CV) | 0.585670859 |
| Kurtosis | -1.2 |
| Mean | 52 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 0 |
| Sum | 5460 |
| Variance | 927.5 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 104 | 1 | 1.0% |
| 51 | 1 | 1.0% |
| 27 | 1 | 1.0% |
| 28 | 1 | 1.0% |
| 29 | 1 | 1.0% |
| 30 | 1 | 1.0% |
| 31 | 1 | 1.0% |
| 32 | 1 | 1.0% |
| 33 | 1 | 1.0% |
| 34 | 1 | 1.0% |
| Other values (95) | 95 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 104 | 1 | |
| 103 | 1 | |
| 102 | 1 | |
| 101 | 1 | |
| 100 | 1 | |
| 99 | 1 | |
| 98 | 1 | |
| 97 | 1 | |
| 96 | 1 | |
| 95 | 1 |
| Distinct | 105 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52 |
| Minimum | 0 |
|---|---|
| Maximum | 104 |
| Zeros | 1 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.2 |
| Q1 | 26 |
| median | 52 |
| Q3 | 78 |
| 95-th percentile | 98.8 |
| Maximum | 104 |
| Range | 104 |
| Interquartile range (IQR) | 52 |
Descriptive statistics
| Standard deviation | 30.45488467 |
|---|---|
| Coefficient of variation (CV) | 0.585670859 |
| Kurtosis | -1.2 |
| Mean | 52 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 0 |
| Sum | 5460 |
| Variance | 927.5 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 104 | 1 | 1.0% |
| 51 | 1 | 1.0% |
| 27 | 1 | 1.0% |
| 28 | 1 | 1.0% |
| 29 | 1 | 1.0% |
| 30 | 1 | 1.0% |
| 31 | 1 | 1.0% |
| 32 | 1 | 1.0% |
| 33 | 1 | 1.0% |
| 34 | 1 | 1.0% |
| Other values (95) | 95 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 104 | 1 | |
| 103 | 1 | |
| 102 | 1 | |
| 101 | 1 | |
| 100 | 1 | |
| 99 | 1 | |
| 98 | 1 | |
| 97 | 1 | |
| 96 | 1 | |
| 95 | 1 |
| Distinct | 105 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.100573619 |
| Minimum | 0.0136 |
|---|---|
| Maximum | 45.7461 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 0.0136 |
|---|---|
| 5-th percentile | 0.033762 |
| Q1 | 0.10084 |
| median | 0.2909 |
| Q3 | 4.26131 |
| 95-th percentile | 13.2672 |
| Maximum | 45.7461 |
| Range | 45.7325 |
| Interquartile range (IQR) | 4.16047 |
Descriptive statistics
| Standard deviation | 6.099267377 |
|---|---|
| Coefficient of variation (CV) | 1.967141609 |
| Kurtosis | 22.65881981 |
| Mean | 3.100573619 |
| Median Absolute Deviation (MAD) | 0.24796 |
| Skewness | 3.954879403 |
| Sum | 325.56023 |
| Variance | 37.20106254 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.49632 | 1 | 1.0% |
| 3.83684 | 1 | 1.0% |
| 12.2472 | 1 | 1.0% |
| 0.12932 | 1 | 1.0% |
| 0.04294 | 1 | 1.0% |
| 0.19186 | 1 | 1.0% |
| 0.07886 | 1 | 1.0% |
| 0.29916 | 1 | 1.0% |
| 0.09512 | 1 | 1.0% |
| 14.4383 | 1 | 1.0% |
| Other values (95) | 95 |
| Value | Count | Frequency (%) |
| 0.0136 | 1 | |
| 0.01432 | 1 | |
| 0.02177 | 1 | |
| 0.02187 | 1 | |
| 0.02729 | 1 | |
| 0.03359 | 1 | |
| 0.03445 | 1 | |
| 0.0351 | 1 | |
| 0.04011 | 1 | |
| 0.04294 | 1 |
| Value | Count | Frequency (%) |
| 45.7461 | 1 | |
| 18.0846 | 1 | |
| 17.8667 | 1 | |
| 15.5757 | 1 | |
| 14.4383 | 1 | |
| 13.5222 | 1 | |
| 12.2472 | 1 | |
| 11.9511 | 1 | |
| 11.8123 | 1 | |
| 11.5779 | 1 |
| Distinct | 18 |
|---|---|
| Distinct (%) | 17.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.8 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 76 |
| Zeros (%) | 72.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 12.5 |
| 95-th percentile | 80 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 12.5 |
Descriptive statistics
| Standard deviation | 25.38497814 |
|---|---|
| Coefficient of variation (CV) | 1.983201418 |
| Kurtosis | 3.167055883 |
| Mean | 12.8 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.05616692 |
| Sum | 1344 |
| Variance | 644.3971154 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 0 | 76 | |
| 80 | 3 | 2.9% |
| 12.5 | 3 | 2.9% |
| 22 | 3 | 2.9% |
| 30 | 2 | 1.9% |
| 40 | 2 | 1.9% |
| 20 | 2 | 1.9% |
| 45 | 2 | 1.9% |
| 75 | 2 | 1.9% |
| 82.5 | 2 | 1.9% |
| Other values (8) | 8 | 7.6% |
| Value | Count | Frequency (%) |
| 0 | 76 | |
| 12.5 | 3 | 2.9% |
| 20 | 2 | 1.9% |
| 21 | 1 | 1.0% |
| 22 | 3 | 2.9% |
| 25 | 1 | 1.0% |
| 28 | 1 | 1.0% |
| 30 | 2 | 1.9% |
| 34 | 1 | 1.0% |
| 40 | 2 | 1.9% |
| Value | Count | Frequency (%) |
| 100 | 1 | 1.0% |
| 95 | 1 | 1.0% |
| 82.5 | 2 | |
| 80 | 3 | |
| 75 | 2 | |
| 60 | 1 | 1.0% |
| 52.5 | 1 | 1.0% |
| 45 | 2 | |
| 40 | 2 | |
| 34 | 1 | 1.0% |
| Distinct | 40 |
|---|---|
| Distinct (%) | 38.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.98409524 |
| Minimum | 1.32 |
|---|---|
| Maximum | 27.74 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 1.32 |
|---|---|
| 5-th percentile | 2.722 |
| Q1 | 6.09 |
| median | 9.9 |
| Q3 | 18.1 |
| 95-th percentile | 21.89 |
| Maximum | 27.74 |
| Range | 26.42 |
| Interquartile range (IQR) | 12.01 |
Descriptive statistics
| Standard deviation | 6.854822937 |
|---|---|
| Coefficient of variation (CV) | 0.5719933629 |
| Kurtosis | -1.299680983 |
| Mean | 11.98409524 |
| Median Absolute Deviation (MAD) | 6.95 |
| Skewness | 0.187017998 |
| Sum | 1258.33 |
| Variance | 46.98859749 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 18.1 | 29 | |
| 19.58 | 7 | 6.7% |
| 21.89 | 5 | 4.8% |
| 8.56 | 4 | 3.8% |
| 8.14 | 4 | 3.8% |
| 9.9 | 3 | 2.9% |
| 9.69 | 3 | 2.9% |
| 6.2 | 3 | 2.9% |
| 5.86 | 3 | 2.9% |
| 10.01 | 3 | 2.9% |
| Other values (30) | 41 |
| Value | Count | Frequency (%) |
| 1.32 | 1 | |
| 1.52 | 1 | |
| 2.03 | 2 | |
| 2.46 | 1 | |
| 2.68 | 1 | |
| 2.89 | 1 | |
| 2.93 | 1 | |
| 2.95 | 1 | |
| 3.44 | 2 | |
| 3.64 | 1 |
| Value | Count | Frequency (%) |
| 27.74 | 1 | 1.0% |
| 25.65 | 2 | 1.9% |
| 21.89 | 5 | 4.8% |
| 19.58 | 7 | 6.7% |
| 18.1 | 29 | |
| 15.04 | 1 | 1.0% |
| 13.92 | 1 | 1.0% |
| 12.83 | 2 | 1.9% |
| 10.01 | 3 | 2.9% |
| 9.9 | 3 | 2.9% |
CHAS
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 968.0 B |
| 0 | |
|---|---|
| 1 | 6 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 105 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 99 | |
| 1 | 6 | 5.7% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 0 | 99 | |
| 1 | 6 | 5.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 99 | |
| 1 | 6 | 5.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 105 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 99 | |
| 1 | 6 | 5.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 105 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 99 | |
| 1 | 6 | 5.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 105 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 99 | |
| 1 | 6 | 5.7% |
| Distinct | 48 |
|---|---|
| Distinct (%) | 45.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5620104762 |
| Minimum | 0.392 |
|---|---|
| Maximum | 0.871 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 0.392 |
|---|---|
| 5-th percentile | 0.411 |
| Q1 | 0.449 |
| median | 0.544 |
| Q3 | 0.624 |
| 95-th percentile | 0.77 |
| Maximum | 0.871 |
| Range | 0.479 |
| Interquartile range (IQR) | 0.175 |
Descriptive statistics
| Standard deviation | 0.1181585391 |
|---|---|
| Coefficient of variation (CV) | 0.2102425918 |
| Kurtosis | -0.2736210878 |
| Mean | 0.5620104762 |
| Median Absolute Deviation (MAD) | 0.087 |
| Skewness | 0.6120962056 |
| Sum | 59.0111 |
| Variance | 0.01396144037 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) |
| 0.77 | 5 | 4.8% |
| 0.624 | 5 | 4.8% |
| 0.437 | 5 | 4.8% |
| 0.713 | 4 | 3.8% |
| 0.584 | 4 | 3.8% |
| 0.538 | 4 | 3.8% |
| 0.52 | 4 | 3.8% |
| 0.605 | 4 | 3.8% |
| 0.544 | 3 | 2.9% |
| 0.428 | 3 | 2.9% |
| Other values (38) | 64 |
| Value | Count | Frequency (%) |
| 0.392 | 1 | 1.0% |
| 0.401 | 1 | 1.0% |
| 0.404 | 1 | 1.0% |
| 0.405 | 1 | 1.0% |
| 0.41 | 1 | 1.0% |
| 0.411 | 2 | |
| 0.415 | 2 | |
| 0.4161 | 1 | 1.0% |
| 0.428 | 3 | |
| 0.431 | 3 |
| Value | Count | Frequency (%) |
| 0.871 | 3 | |
| 0.77 | 5 | |
| 0.74 | 1 | 1.0% |
| 0.718 | 2 | 1.9% |
| 0.713 | 4 | |
| 0.7 | 2 | 1.9% |
| 0.693 | 3 | |
| 0.679 | 2 | 1.9% |
| 0.671 | 1 | 1.0% |
| 0.659 | 1 | 1.0% |
| Distinct | 99 |
|---|---|
| Distinct (%) | 94.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.253180952 |
| Minimum | 3.561 |
|---|---|
| Maximum | 7.929 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 3.561 |
|---|---|
| 5-th percentile | 5.3676 |
| Q1 | 5.949 |
| median | 6.195 |
| Q3 | 6.631 |
| 95-th percentile | 7.3438 |
| Maximum | 7.929 |
| Range | 4.368 |
| Interquartile range (IQR) | 0.682 |
Descriptive statistics
| Standard deviation | 0.6793687225 |
|---|---|
| Coefficient of variation (CV) | 0.1086437011 |
| Kurtosis | 3.199066059 |
| Mean | 6.253180952 |
| Median Absolute Deviation (MAD) | 0.316 |
| Skewness | -0.6915677816 |
| Sum | 656.584 |
| Variance | 0.4615418612 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6.431 | 2 | 1.9% |
| 5.926 | 2 | 1.9% |
| 6.315 | 2 | 1.9% |
| 6.251 | 2 | 1.9% |
| 6.108 | 2 | 1.9% |
| 6.193 | 2 | 1.9% |
| 6.511 | 1 | 1.0% |
| 7.148 | 1 | 1.0% |
| 5.713 | 1 | 1.0% |
| 6.02 | 1 | 1.0% |
| Other values (89) | 89 |
| Value | Count | Frequency (%) |
| 3.561 | 1 | |
| 3.863 | 1 | |
| 4.519 | 1 | |
| 5.036 | 1 | |
| 5.093 | 1 | |
| 5.362 | 1 | |
| 5.39 | 1 | |
| 5.404 | 1 | |
| 5.565 | 1 | |
| 5.608 | 1 |
| Value | Count | Frequency (%) |
| 7.929 | 1 | |
| 7.853 | 1 | |
| 7.61 | 1 | |
| 7.489 | 1 | |
| 7.47 | 1 | |
| 7.358 | 1 | |
| 7.287 | 1 | |
| 7.267 | 1 | |
| 7.185 | 1 | |
| 7.178 | 1 |
| Distinct | 89 |
|---|---|
| Distinct (%) | 84.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.46952381 |
| Minimum | 6.8 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 6.8 |
|---|---|
| 5-th percentile | 17.54 |
| Q1 | 47.2 |
| median | 78.1 |
| Q3 | 94.5 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 93.2 |
| Interquartile range (IQR) | 47.3 |
Descriptive statistics
| Standard deviation | 27.41012279 |
|---|---|
| Coefficient of variation (CV) | 0.3889642119 |
| Kurtosis | -0.7720340122 |
| Mean | 70.46952381 |
| Median Absolute Deviation (MAD) | 18.1 |
| Skewness | -0.7076608091 |
| Sum | 7399.3 |
| Variance | 751.3148315 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 10 | 9.5% |
| 97 | 2 | 1.9% |
| 76.5 | 2 | 1.9% |
| 87.9 | 2 | 1.9% |
| 94.3 | 2 | 1.9% |
| 96.1 | 2 | 1.9% |
| 96.2 | 2 | 1.9% |
| 96 | 2 | 1.9% |
| 61.1 | 1 | 1.0% |
| 91.2 | 1 | 1.0% |
| Other values (79) | 79 |
| Value | Count | Frequency (%) |
| 6.8 | 1 | |
| 9.9 | 1 | |
| 14.7 | 1 | |
| 15.7 | 1 | |
| 15.8 | 1 | |
| 17.5 | 1 | |
| 17.7 | 1 | |
| 21.1 | 1 | |
| 21.5 | 1 | |
| 26.3 | 1 |
| Value | Count | Frequency (%) |
| 100 | 10 | |
| 98.8 | 1 | 1.0% |
| 98 | 1 | 1.0% |
| 97.7 | 1 | 1.0% |
| 97.3 | 1 | 1.0% |
| 97 | 2 | 1.9% |
| 96.8 | 1 | 1.0% |
| 96.6 | 1 | 1.0% |
| 96.2 | 2 | 1.9% |
| 96.1 | 2 | 1.9% |
| Distinct | 100 |
|---|---|
| Distinct (%) | 95.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.699208571 |
| Minimum | 1.2852 |
|---|---|
| Maximum | 9.2203 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 1.2852 |
|---|---|
| 5-th percentile | 1.59566 |
| Q1 | 2.0635 |
| median | 2.7831 |
| Q3 | 5.1167 |
| 95-th percentile | 7.3192 |
| Maximum | 9.2203 |
| Range | 7.9351 |
| Interquartile range (IQR) | 3.0532 |
Descriptive statistics
| Standard deviation | 2.017964376 |
|---|---|
| Coefficient of variation (CV) | 0.5455124623 |
| Kurtosis | -0.2737210523 |
| Mean | 3.699208571 |
| Median Absolute Deviation (MAD) | 1.1249 |
| Skewness | 0.8755155179 |
| Sum | 388.4169 |
| Variance | 4.072180224 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6.4798 | 2 | 1.9% |
| 6.27 | 2 | 1.9% |
| 2.3817 | 2 | 1.9% |
| 4.148 | 2 | 1.9% |
| 5.4159 | 2 | 1.9% |
| 7.3172 | 1 | 1.0% |
| 6.3467 | 1 | 1.0% |
| 1.5916 | 1 | 1.0% |
| 1.3861 | 1 | 1.0% |
| 2.5091 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 1.2852 | 1 | |
| 1.3567 | 1 | |
| 1.3861 | 1 | |
| 1.4655 | 1 | |
| 1.5106 | 1 | |
| 1.5916 | 1 | |
| 1.6119 | 1 | |
| 1.6132 | 1 | |
| 1.618 | 1 | |
| 1.639 | 1 |
| Value | Count | Frequency (%) |
| 9.2203 | 1 | |
| 8.9067 | 1 | |
| 8.3248 | 1 | |
| 8.0555 | 1 | |
| 7.8265 | 1 | |
| 7.3197 | 1 | |
| 7.3172 | 1 | |
| 7.309 | 1 | |
| 7.0355 | 1 | |
| 6.8185 | 1 |
| Distinct | 9 |
|---|---|
| Distinct (%) | 8.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.961904762 |
| Minimum | 1 |
|---|---|
| Maximum | 24 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 5 |
| Q3 | 24 |
| 95-th percentile | 24 |
| Maximum | 24 |
| Range | 23 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 8.814240891 |
|---|---|
| Coefficient of variation (CV) | 0.8847947357 |
| Kurtosis | -1.026162408 |
| Mean | 9.961904762 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.9387388343 |
| Sum | 1046 |
| Variance | 77.69084249 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 24 | 29 | |
| 5 | 25 | |
| 4 | 20 | |
| 6 | 9 | 8.6% |
| 2 | 7 | 6.7% |
| 3 | 5 | 4.8% |
| 8 | 4 | 3.8% |
| 7 | 4 | 3.8% |
| 1 | 2 | 1.9% |
| Value | Count | Frequency (%) |
| 1 | 2 | 1.9% |
| 2 | 7 | 6.7% |
| 3 | 5 | 4.8% |
| 4 | 20 | |
| 5 | 25 | |
| 6 | 9 | 8.6% |
| 7 | 4 | 3.8% |
| 8 | 4 | 3.8% |
| 24 | 29 |
| Value | Count | Frequency (%) |
| 24 | 29 | |
| 8 | 4 | 3.8% |
| 7 | 4 | 3.8% |
| 6 | 9 | 8.6% |
| 5 | 25 | |
| 4 | 20 | |
| 3 | 5 | 4.8% |
| 2 | 7 | 6.7% |
| 1 | 2 | 1.9% |
| Distinct | 37 |
|---|---|
| Distinct (%) | 35.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 426.2190476 |
| Minimum | 188 |
|---|---|
| Maximum | 711 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 188 |
|---|---|
| 5-th percentile | 242.2 |
| Q1 | 300 |
| median | 391 |
| Q3 | 666 |
| 95-th percentile | 666 |
| Maximum | 711 |
| Range | 523 |
| Interquartile range (IQR) | 366 |
Descriptive statistics
| Standard deviation | 164.2400905 |
|---|---|
| Coefficient of variation (CV) | 0.3853419771 |
| Kurtosis | -1.237953932 |
| Mean | 426.2190476 |
| Median Absolute Deviation (MAD) | 98 |
| Skewness | 0.5589900046 |
| Sum | 44753 |
| Variance | 26974.80733 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) |
| 666 | 29 | |
| 403 | 7 | 6.7% |
| 307 | 7 | 6.7% |
| 437 | 5 | 4.8% |
| 398 | 4 | 3.8% |
| 384 | 4 | 3.8% |
| 287 | 3 | 2.9% |
| 311 | 3 | 2.9% |
| 391 | 3 | 2.9% |
| 330 | 3 | 2.9% |
| Other values (27) | 37 |
| Value | Count | Frequency (%) |
| 188 | 2 | |
| 193 | 1 | |
| 223 | 1 | |
| 224 | 1 | |
| 242 | 1 | |
| 243 | 1 | |
| 245 | 1 | |
| 247 | 1 | |
| 252 | 1 | |
| 254 | 2 |
| Value | Count | Frequency (%) |
| 711 | 1 | 1.0% |
| 666 | 29 | |
| 469 | 1 | 1.0% |
| 437 | 5 | 4.8% |
| 432 | 3 | 2.9% |
| 403 | 7 | 6.7% |
| 398 | 4 | 3.8% |
| 391 | 3 | 2.9% |
| 384 | 4 | 3.8% |
| 348 | 2 | 1.9% |
| Distinct | 31 |
|---|---|
| Distinct (%) | 29.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.47238095 |
| Minimum | 12.6 |
|---|---|
| Maximum | 21.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 12.6 |
|---|---|
| 5-th percentile | 14.7 |
| Q1 | 16.6 |
| median | 19.1 |
| Q3 | 20.2 |
| 95-th percentile | 21.08 |
| Maximum | 21.2 |
| Range | 8.6 |
| Interquartile range (IQR) | 3.6 |
Descriptive statistics
| Standard deviation | 2.227040777 |
|---|---|
| Coefficient of variation (CV) | 0.12056057 |
| Kurtosis | -0.626267422 |
| Mean | 18.47238095 |
| Median Absolute Deviation (MAD) | 1.1 |
| Skewness | -0.7257477814 |
| Sum | 1939.6 |
| Variance | 4.959710623 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 20.2 | 29 | |
| 14.7 | 10 | 9.5% |
| 19.1 | 5 | 4.8% |
| 16.6 | 5 | 4.8% |
| 15.2 | 5 | 4.8% |
| 21.2 | 5 | 4.8% |
| 17.8 | 5 | 4.8% |
| 21 | 4 | 3.8% |
| 20.9 | 4 | 3.8% |
| 19.2 | 4 | 3.8% |
| Other values (21) | 29 |
| Value | Count | Frequency (%) |
| 12.6 | 1 | 1.0% |
| 13 | 1 | 1.0% |
| 14.7 | 10 | |
| 15.1 | 1 | 1.0% |
| 15.2 | 5 | |
| 15.6 | 1 | 1.0% |
| 16 | 1 | 1.0% |
| 16.1 | 1 | 1.0% |
| 16.4 | 1 | 1.0% |
| 16.6 | 5 |
| Value | Count | Frequency (%) |
| 21.2 | 5 | 4.8% |
| 21.1 | 1 | 1.0% |
| 21 | 4 | 3.8% |
| 20.9 | 4 | 3.8% |
| 20.2 | 29 | |
| 20.1 | 1 | 1.0% |
| 19.7 | 1 | 1.0% |
| 19.6 | 3 | 2.9% |
| 19.2 | 4 | 3.8% |
| 19.1 | 5 | 4.8% |
| Distinct | 83 |
|---|---|
| Distinct (%) | 79.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 345.6953333 |
| Minimum | 3.65 |
|---|---|
| Maximum | 396.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 3.65 |
|---|---|
| 5-th percentile | 48.944 |
| Q1 | 373.66 |
| median | 390.74 |
| Q3 | 395.62 |
| 95-th percentile | 396.9 |
| Maximum | 396.9 |
| Range | 393.25 |
| Interquartile range (IQR) | 21.96 |
Descriptive statistics
| Standard deviation | 106.9761559 |
|---|---|
| Coefficient of variation (CV) | 0.3094521262 |
| Kurtosis | 4.09795367 |
| Mean | 345.6953333 |
| Median Absolute Deviation (MAD) | 6.16 |
| Skewness | -2.349808247 |
| Sum | 36298.01 |
| Variance | 11443.89793 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 396.9 | 22 | 21.0% |
| 393.74 | 2 | 1.9% |
| 388.08 | 1 | 1.0% |
| 394.62 | 1 | 1.0% |
| 350.65 | 1 | 1.0% |
| 393.23 | 1 | 1.0% |
| 390.74 | 1 | 1.0% |
| 272.21 | 1 | 1.0% |
| 179.36 | 1 | 1.0% |
| 395.38 | 1 | 1.0% |
| Other values (73) | 73 |
| Value | Count | Frequency (%) |
| 3.65 | 1 | |
| 6.68 | 1 | |
| 10.48 | 1 | |
| 24.65 | 1 | |
| 27.25 | 1 | |
| 48.45 | 1 | |
| 50.92 | 1 | |
| 81.33 | 1 | |
| 88.27 | 1 | |
| 96.73 | 1 |
| Value | Count | Frequency (%) |
| 396.9 | 22 | |
| 396.42 | 1 | 1.0% |
| 395.99 | 1 | 1.0% |
| 395.69 | 1 | 1.0% |
| 395.67 | 1 | 1.0% |
| 395.62 | 1 | 1.0% |
| 395.6 | 1 | 1.0% |
| 395.59 | 1 | 1.0% |
| 395.43 | 1 | 1.0% |
| 395.38 | 1 | 1.0% |
| Distinct | 103 |
|---|---|
| Distinct (%) | 98.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.6672381 |
| Minimum | 1.73 |
|---|---|
| Maximum | 36.98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | 1.73 |
|---|---|
| 5-th percentile | 3.234 |
| Q1 | 7.12 |
| median | 12.26 |
| Q3 | 17.16 |
| 95-th percentile | 23.876 |
| Maximum | 36.98 |
| Range | 35.25 |
| Interquartile range (IQR) | 10.04 |
Descriptive statistics
| Standard deviation | 6.912011075 |
|---|---|
| Coefficient of variation (CV) | 0.5456604686 |
| Kurtosis | 0.7102127849 |
| Mean | 12.6672381 |
| Median Absolute Deviation (MAD) | 4.93 |
| Skewness | 0.7128124328 |
| Sum | 1330.06 |
| Variance | 47.77589711 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13 | 2 | 1.9% |
| 18.13 | 2 | 1.9% |
| 12.26 | 1 | 1.0% |
| 4.03 | 1 | 1.0% |
| 17.11 | 1 | 1.0% |
| 12.14 | 1 | 1.0% |
| 21.78 | 1 | 1.0% |
| 11.34 | 1 | 1.0% |
| 10.19 | 1 | 1.0% |
| 21.14 | 1 | 1.0% |
| Other values (93) | 93 |
| Value | Count | Frequency (%) |
| 1.73 | 1 | |
| 1.98 | 1 | |
| 2.87 | 1 | |
| 2.98 | 1 | |
| 3.11 | 1 | |
| 3.16 | 1 | |
| 3.53 | 1 | |
| 3.56 | 1 | |
| 3.7 | 1 | |
| 3.73 | 1 |
| Value | Count | Frequency (%) |
| 36.98 | 1 | |
| 29.93 | 1 | |
| 29.68 | 1 | |
| 29.05 | 1 | |
| 25.68 | 1 | |
| 24.16 | 1 | |
| 22.74 | 1 | |
| 21.78 | 1 | |
| 21.52 | 1 | |
| 21.46 | 1 |
MEDV Predicted by linear model
Real number (ℝ)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 105 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.1367882 |
| Minimum | -3.779295478 |
|---|---|
| Maximum | 42.17134297 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 1.0% |
| Memory size | 968.0 B |
Quantile statistics
| Minimum | -3.779295478 |
|---|---|
| 5-th percentile | 11.16565306 |
| Q1 | 17.46411745 |
| median | 20.61844153 |
| Q3 | 26.33994554 |
| 95-th percentile | 36.00535697 |
| Maximum | 42.17134297 |
| Range | 45.95063845 |
| Interquartile range (IQR) | 8.875828091 |
Descriptive statistics
| Standard deviation | 7.749044453 |
|---|---|
| Coefficient of variation (CV) | 0.3500527891 |
| Kurtosis | 0.7676617979 |
| Mean | 22.1367882 |
| Median Absolute Deviation (MAD) | 4.255160568 |
| Skewness | 0.03745379886 |
| Sum | 2324.362761 |
| Variance | 60.04768993 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 25.84790155 | 1 | 1.0% |
| 31.98717946 | 1 | 1.0% |
| 16.9630069 | 1 | 1.0% |
| 36.13208657 | 1 | 1.0% |
| 24.75769389 | 1 | 1.0% |
| 24.83057575 | 1 | 1.0% |
| 11.98682424 | 1 | 1.0% |
| 29.88718904 | 1 | 1.0% |
| 19.96979166 | 1 | 1.0% |
| 16.54078606 | 1 | 1.0% |
| Other values (95) | 95 |
| Value | Count | Frequency (%) |
| -3.779295478 | 1 | |
| 3.840712332 | 1 | |
| 6.470091495 | 1 | |
| 9.136476252 | 1 | |
| 9.630234866 | 1 | |
| 10.96036026 | 1 | |
| 11.98682424 | 1 | |
| 13.03358521 | 1 | |
| 13.46400964 | 1 | |
| 13.77502146 | 1 |
| Value | Count | Frequency (%) |
| 42.17134297 | 1 | |
| 39.3907291 | 1 | |
| 37.48506051 | 1 | |
| 37.34360506 | 1 | |
| 36.19886959 | 1 | |
| 36.13208657 | 1 | |
| 35.49843855 | 1 | |
| 33.97780962 | 1 | |
| 33.63671683 | 1 | |
| 33.29941152 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| Unnamed: 0 | ID | CRIM | ZN | INDUS | CHAS | NOX | RM | AGE | DIS | RAD | TAX | PTRATIO | B | LSTAT | MEDV Predicted by linear model | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0 | 0.10612 | 30.0 | 4.93 | 0 | 0.428 | 6.095 | 65.1 | 6.3361 | 6 | 300.0 | 16.6 | 394.62 | 12.40 | 23.765788 |
| 1 | 1 | 1 | 0.34109 | 0.0 | 7.38 | 0 | 0.493 | 6.415 | 40.1 | 4.7211 | 5 | 287.0 | 19.6 | 396.90 | 6.12 | 25.113261 |
| 2 | 2 | 2 | 12.24720 | 0.0 | 18.10 | 0 | 0.584 | 5.837 | 59.7 | 1.9976 | 24 | 666.0 | 20.2 | 24.65 | 15.69 | 15.056591 |
| 3 | 3 | 3 | 0.22489 | 12.5 | 7.87 | 0 | 0.524 | 6.377 | 94.3 | 6.3467 | 5 | 311.0 | 15.2 | 392.52 | 20.45 | 20.631449 |
| 4 | 4 | 4 | 1.80028 | 0.0 | 19.58 | 0 | 0.605 | 5.877 | 79.2 | 2.4259 | 5 | 403.0 | 14.7 | 227.61 | 12.14 | 21.755657 |
| 5 | 5 | 5 | 0.05188 | 0.0 | 4.49 | 0 | 0.449 | 6.015 | 45.1 | 4.4272 | 3 | 247.0 | 18.5 | 395.99 | 12.86 | 22.559088 |
| 6 | 6 | 6 | 0.32543 | 0.0 | 21.89 | 0 | 0.624 | 6.431 | 98.8 | 1.8125 | 4 | 437.0 | 21.2 | 396.90 | 15.39 | 19.214084 |
| 7 | 7 | 7 | 0.29916 | 20.0 | 6.96 | 0 | 0.464 | 5.856 | 42.1 | 4.4290 | 3 | 223.0 | 18.6 | 388.65 | 13.00 | 22.183464 |
| 8 | 8 | 8 | 0.03359 | 75.0 | 2.95 | 0 | 0.428 | 7.024 | 15.8 | 5.4011 | 3 | 252.0 | 18.3 | 395.62 | 1.98 | 33.636717 |
| 9 | 9 | 9 | 11.95110 | 0.0 | 18.10 | 0 | 0.659 | 5.608 | 100.0 | 1.2852 | 24 | 666.0 | 20.2 | 332.09 | 12.13 | 18.179175 |
Last rows
| Unnamed: 0 | ID | CRIM | ZN | INDUS | CHAS | NOX | RM | AGE | DIS | RAD | TAX | PTRATIO | B | LSTAT | MEDV Predicted by linear model | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 95 | 95 | 95 | 0.11504 | 0.0 | 2.89 | 0 | 0.445 | 6.163 | 69.6 | 3.4952 | 2 | 276.0 | 18.0 | 391.83 | 11.34 | 24.757694 |
| 96 | 96 | 96 | 0.04011 | 80.0 | 1.52 | 0 | 0.404 | 7.287 | 34.1 | 7.3090 | 2 | 329.0 | 12.6 | 396.90 | 4.08 | 36.132087 |
| 97 | 97 | 97 | 0.20746 | 0.0 | 27.74 | 0 | 0.609 | 5.093 | 98.0 | 1.8226 | 4 | 711.0 | 20.1 | 318.43 | 29.68 | 3.840712 |
| 98 | 98 | 98 | 0.29090 | 0.0 | 21.89 | 0 | 0.624 | 6.174 | 93.6 | 1.6119 | 4 | 437.0 | 21.2 | 388.08 | 24.16 | 14.785727 |
| 99 | 99 | 99 | 0.06888 | 0.0 | 2.46 | 0 | 0.488 | 6.144 | 62.2 | 2.5979 | 3 | 193.0 | 17.8 | 396.90 | 9.45 | 27.416104 |
| 100 | 100 | 100 | 0.19073 | 22.0 | 5.86 | 0 | 0.431 | 6.718 | 17.5 | 7.8265 | 7 | 330.0 | 19.1 | 393.74 | 6.56 | 24.873602 |
| 101 | 101 | 101 | 6.96215 | 0.0 | 18.10 | 0 | 0.700 | 5.713 | 97.0 | 1.9265 | 24 | 666.0 | 20.2 | 394.43 | 17.11 | 16.540786 |
| 102 | 102 | 102 | 0.05360 | 21.0 | 5.64 | 0 | 0.439 | 6.511 | 21.1 | 6.8147 | 4 | 243.0 | 16.8 | 396.90 | 5.28 | 27.767235 |
| 103 | 103 | 103 | 0.10469 | 40.0 | 6.41 | 1 | 0.447 | 7.267 | 49.0 | 4.7872 | 4 | 254.0 | 17.6 | 389.25 | 6.05 | 35.498439 |
| 104 | 104 | 104 | 4.55587 | 0.0 | 18.10 | 0 | 0.718 | 3.561 | 87.9 | 1.6132 | 24 | 666.0 | 20.2 | 354.70 | 7.12 | 9.136476 |